Measuring Object size using Deep Neural Network
Yes! This most certainly can be done. Since you have a labeled dataset, that makes it all the more simple!

I would take a look at this project and that should get you where you need to go. 

The implementation details should be pretty straightforward. Let me know if I can help further.